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Schuler K, Jung IC, Zerlik M, Hahn W, Sedlmayr M, Sedlmayr B. Context factors in clinical decision-making: a scoping review. BMC Med Inform Decis Mak 2025; 25:133. [PMID: 40098142 PMCID: PMC11912758 DOI: 10.1186/s12911-025-02965-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Accepted: 03/10/2025] [Indexed: 03/19/2025] Open
Abstract
BACKGROUND Clinical decision support systems (CDSS) frequently exhibit insufficient contextual adaptation, diminishing user engagement. To enhance the sensitivity of CDSS to contextual conditions, it is crucial first to develop a comprehensive understanding of the context factors influencing the clinical decision-making process. Therefore, this study aims to systematically identify and provide an extensive overview of contextual factors affecting clinical decision-making from the literature, enabling their consideration in the future implementation of CDSS. METHODS A scoping review was conducted following the PRISMA-ScR guidelines to identify context factors in the clinical decision-making process. Searches were performed across nine databases: PubMed, APA PsycInfo, APA PsyArticles, PSYINDEX, CINAHL, Scopus, Embase, Web of Science, and LIVIVO. The search strategy focused on combined terms related to contextual factors and clinical decision-making. Included articles were original research articles written in English or German that involved empirical investigations related to clinical decision-making. The identified context factors were categorized using the card sorting method to ensure accurate classification. RESULTS The data synthesis included 84 publications, from which 946 context factors were extracted. These factors were assigned to six primary entities through card sorting: patient, physician, patient's family, institution, colleagues, and disease treatment. The majority of the identified context factors pertained to individual characteristics of the patient, such as health status and demographic attributes, as well as individual characteristics of the physician, including demographic data, skills, and knowledge. CONCLUSION This study provides a comprehensive overview of context factors in clinical decision-making previously investigated in the literature, highlighting the complexity and diversity of contextual influences on the decision-making process. By offering a detailed foundation of identified context factors, this study paves the way for future research to develop more effective, context-sensitive CDSS, enhancing personalized medicine and optimizing clinical outcomes with implications for practice and policy.
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Affiliation(s)
- Katharina Schuler
- Institute for Medical Informatics and Biometry, Faculty of Medicine, University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany.
| | - Ian-C Jung
- Institute for Medical Informatics and Biometry, Faculty of Medicine, University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany
| | - Maria Zerlik
- Institute for Medical Informatics and Biometry, Faculty of Medicine, University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany
| | - Waldemar Hahn
- Institute for Medical Informatics and Biometry, Faculty of Medicine, University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany
- Center for Scalable Data Analytics and Artificial Intelligence (ScaDS.AI), Dresden/Leipzig, Dresden, Germany
| | - Martin Sedlmayr
- Institute for Medical Informatics and Biometry, Faculty of Medicine, University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany
| | - Brita Sedlmayr
- Institute for Medical Informatics and Biometry, Faculty of Medicine, University Hospital Carl Gustav Carus, TUD Dresden University of Technology, Fetscherstraße 74, 01307, Dresden, Germany
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Chen SX, Yang ZK, Lin L, Liao HZ, Xiang XT, Liu D, Huang JS. Emergency planned re-infusion therapy and hospitalisation for community-acquired pneumonia: a retrospective case-control study. J Glob Health 2025; 15:04044. [PMID: 39886894 PMCID: PMC11783337 DOI: 10.7189/jogh.15.04044] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2025] Open
Abstract
Background Community-acquired pneumonia (CAP) is a frequent reason for emergency department visits and leads to increased direct medical costs, particularly due to hospitalisation. This study aims to examine the differences between emergency planned re-infusion therapy and hospitalisation in patients with CAP. Methods This retrospective case-control study involved 1889 CAP patients treated at the Emergency Internal Medicine Department of Class A tertiary Hospital in China from 1 January 2020 to 31 December 2022. Patients were divided into groups receiving either emergency planned re-infusion therapy or hospitalisation. Independent sample t tests and χ2 tests were used to compare the clinical outcomes and economic impacts between the two groups across different pneumonia severity index (PSI) classifications. Results The study enrolled 1889 CAP patients. For PSI I-II patients, the improvement rates were 99.51% in the emergency planned re-infusion therapy group and 99.69% in the hospitalisation group, showing no statistically significant difference (P > 0.05). Similarly, no significant difference was observed for PSI III patients (84.16 vs. 89.82%). However, significant differences emerged for PSI IV patients, with improvement rates of 50% in the emergency planned re-infusion therapy group and 90.59% in the hospitalisation group (P < 0.001). Statistically significant differences were also noted in treatment duration (5.13 ± 1.65 days vs. 7.60 ± 3.93 days, P < 0.001) and total treatment costs (1921.57 Chinese Yuan (CNY) ± 923.16 vs. 9083.80 CNY ± 3583.55, P < 0.001) between the two groups. Conclusions Emergency planned re-infusion therapy for CAP is an effective and cost-efficient alternative that can reduce both treatment duration and costs, particularly for patients with PSI I-III. It is recommended that emergency physicians give priority to emergency re-infusion therapy for patients with PSI I-III. In addition, it is recommended that hospitals strengthen the classification and treatment training programmes for emergency department physicians to recognise the patients with PSI I-IV. Registration The hospital's ethics committee (XMCGIRB2024034-01).
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Affiliation(s)
- Sheng-Xian Chen
- Department of Emergency Clinic, Xiamen Chang Gung Hospital, Xiamen, China
| | - Zhi-Kai Yang
- Department of Emergency Clinic, Xiamen Chang Gung Hospital, Xiamen, China
| | - Lin Lin
- Department of General Medicine, Xiamen Chang Gung Hospital, Xiamen, China
| | - Hou-Zhen Liao
- Department of Emergency Clinic, Xiamen Chang Gung Hospital, Xiamen, China
| | - Xiao-Ting Xiang
- Department of Emergency Clinic, Xiamen Chang Gung Hospital, Xiamen, China
| | - Di Liu
- Department of Emergency Clinic, Xiamen Chang Gung Hospital, Xiamen, China
| | - Jian-Shan Huang
- Department of Emergency Clinic, Xiamen Chang Gung Hospital, Xiamen, China
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Taber P, Weir C, Zickmund SL, Rutter E, Butler J, Jones BE. The social experience of uncertainty: a qualitative analysis of emergency department care for suspected pneumonia for the design of decision support. BMC Med Inform Decis Mak 2024; 24:386. [PMID: 39695584 DOI: 10.1186/s12911-024-02805-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Accepted: 12/05/2024] [Indexed: 12/20/2024] Open
Abstract
BACKGROUND This study sought to understand the process of clinical decision-making for suspected pneumonia by emergency departments (ED) providers in Veterans Affairs (VA) Medical Centers. The long-term goal of this work is to create clinical decision support tools to reduce unwarranted variation in diagnosis and treatment of suspected pneumonia. METHODS Semi-structured qualitative interviews were conducted with 16 ED clinicians from 9 VA facilities demonstrating variation in antibiotic and hospitalization decisions. Interviews of ED providers focused on understanding decision making for provider-selected pneumonia cases and providers' organizational contexts. RESULTS Thematic analysis identified four salient themes: i) ED decision-making for suspected pneumonia is a social process; ii) the "diagnosis drives treatment" paradigm is poorly suited to pneumonia decision-making in the ED; iii) The unpredictability of the ED requires deliberate and effortful information management by providers in CAP decision-making; and iv) the emotional stakes and high uncertainty of pneumonia care drive conservative decision making. CONCLUSIONS Ensuring CDS reflects the realities of clinical work as a socially organized process with high uncertainty may ultimately improve communication between ED and admitting providers, continuity of care and patient outcomes.
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Affiliation(s)
- Peter Taber
- Department of Biomedical Informatics, University of Utah, Salt Lake City, UT, USA.
- Information, Decision Enhancement and Analytics Center of Innovation, Salt Lake City Veterans Affairs, Salt Lake City, UT, USA.
| | - Charlene Weir
- Information, Decision Enhancement and Analytics Center of Innovation, Salt Lake City Veterans Affairs, Salt Lake City, UT, USA
| | - Susan L Zickmund
- Information, Decision Enhancement and Analytics Center of Innovation, Salt Lake City Veterans Affairs, Salt Lake City, UT, USA
- Division of Epidemiology, University of Utah, Salt Lake City, UT, USA
| | - Elizabeth Rutter
- Department of Emergency Medicine, University of Utah, Salt Lake City, UT, USA
- VA Salt Lake City Health Care System, Emergency Medicine, Salt Lake City, UT, USA
| | - Jorie Butler
- Department of Biomedical Informatics, University of Utah, Salt Lake City, UT, USA
- Information, Decision Enhancement and Analytics Center of Innovation, Salt Lake City Veterans Affairs, Salt Lake City, UT, USA
| | - Barbara E Jones
- Information, Decision Enhancement and Analytics Center of Innovation, Salt Lake City Veterans Affairs, Salt Lake City, UT, USA
- Division of Epidemiology, University of Utah, Salt Lake City, UT, USA
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Lama A, Gude F, Toubes ME, Casal A, Ricoy J, Rábade C, Rodríguez-Núñez N, Cao-Ríos A, Calvo U, Valdés L. Usefulness of a predictive model to hospitalize patients with low-risk community-acquired pneumonia. Eur J Clin Microbiol Infect Dis 2024; 43:61-71. [PMID: 37938500 DOI: 10.1007/s10096-023-04683-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 10/11/2023] [Indexed: 11/09/2023]
Abstract
INTRODUCTION A high proportion of patients with low-risk community-acquired pneumonia (CAP) (classes I-III of the Pneumonia Severity Index) are hospitalized. The purpose of this study was to determine whether validated severity scales are used in clinical practice to make admission decisions, identify the variables that influence this decision, and evaluate the potential predictive value of these variables. MATERIALS AND METHODS A prospective, observational study of patients ≥ 18 years of age with a diagnosis of low-risk CAP hospitalized or referred from the Emergency Department to outpatient consultations. A multivariate logistic regression predictive model was built to predict the decision to hospitalize a patient. RESULTS The study population was composed of 1,208 patients (806 inpatients and 402 outpatients). The severity of CAP was estimated in 250 patients (20.7%). The factors that determined hospitalization were "abnormal findings in complementary studies" (643/806: 79.8%; due to respiratory failure in 443 patients) and "signs of clinical deterioration" [64/806 (7.9%): hypotension (16/64, 25%); hemoptoic expectoration (12/64, 18.8%); tachypnea (10/64, 15.6%)]. In total, ambulatory management was not contraindicated in 24.7% of hospitalized patients (199). The predictive model built to decide about hospitalization had a good power of discrimination (AUC 0.876; 95%CI: 0.855-0.897). CONCLUSIONS Scales are rarely used to estimate the severity of CAP at the emergency department. The decision to hospitalize or not a patient largely depends on the clinical experience of the physician. Our predictive model showed a good power to discriminate the patients who required hospitalization. Further studies are warranted to validate these results.
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Affiliation(s)
- Adriana Lama
- Servicio de Neumología, Complejo Hospitalario Universitario de Santiago, Travesía da Choupana S/N, 15706, Santiago de Compostela, Spain
| | - Francisco Gude
- Concepción Arenal Primary Care Centre Grupo de Métodos de Investigación, Instituto de Investigaciones Sanitarias de Santiago (IDIS), Unidad de Epidemiología Clínica Complejo Hospitalario Clínico-Universitario de Santiago, Santiago de Compostela, Spain
| | - María Elena Toubes
- Servicio de Neumología, Complejo Hospitalario Universitario de Santiago, Travesía da Choupana S/N, 15706, Santiago de Compostela, Spain
| | - Ana Casal
- Servicio de Neumología, Complejo Hospitalario Universitario de Santiago, Travesía da Choupana S/N, 15706, Santiago de Compostela, Spain.
| | - Jorge Ricoy
- Servicio de Neumología, Complejo Hospitalario Universitario de Santiago, Travesía da Choupana S/N, 15706, Santiago de Compostela, Spain
| | - Carlos Rábade
- Servicio de Neumología, Complejo Hospitalario Universitario de Santiago, Travesía da Choupana S/N, 15706, Santiago de Compostela, Spain
| | - Nuria Rodríguez-Núñez
- Servicio de Neumología, Complejo Hospitalario Universitario de Santiago, Travesía da Choupana S/N, 15706, Santiago de Compostela, Spain
| | - Ana Cao-Ríos
- Concepción Arenal Primary Care Centre Grupo de Métodos de Investigación, Instituto de Investigaciones Sanitarias de Santiago (IDIS), Unidad de Epidemiología Clínica Complejo Hospitalario Clínico-Universitario de Santiago, Santiago de Compostela, Spain
| | - Uxío Calvo
- Servicio de Neumología, Complejo Hospitalario Universitario de Santiago, Travesía da Choupana S/N, 15706, Santiago de Compostela, Spain
| | - Luis Valdés
- Servicio de Neumología, Complejo Hospitalario Universitario de Santiago, Travesía da Choupana S/N, 15706, Santiago de Compostela, Spain
- Grupo Interdisciplinar de Investigación en Neumología, Instituto de Investigaciones Sanitarias de Santiago (IDIS), Santiago de Compostela, Spain
- Departamento de Medicina, Facultad de Medicina, Universidad de Santiago de Compostela, Santiago de Compostela, Spain
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Baeza-Martínez C, Zamora-Molina L, Olea-Soto J, Soler-Sempere MJ, García-Pachón E. Reduction in Hospital Admissions for COPD Exacerbation During the Covid-19 Pandemic. OPEN RESPIRATORY ARCHIVES 2020; 2:201-202. [PMID: 38620586 PMCID: PMC7331513 DOI: 10.1016/j.opresp.2020.06.003] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Affiliation(s)
- Carlos Baeza-Martínez
- Section of Respiratory Medicine, Hospital General Universitario de Elche, Elche, Alicante, Spain
| | - Lucía Zamora-Molina
- Section of Respiratory Medicine, Hospital General Universitario de Elche, Elche, Alicante, Spain
| | - Jorge Olea-Soto
- Hospital at Home Service, Hospital General Universitario de Elche, Elche, Alicante, Spain
| | - María J Soler-Sempere
- Section of Respiratory Medicine, Hospital General Universitario de Elche, Elche, Alicante, Spain
| | - Eduardo García-Pachón
- Section of Respiratory Medicine, Hospital General Universitario de Elche, Elche, Alicante, Spain
- Department of Clinical Medicine, Universidad Miguel Hernández de Elche, Alicante, Spain
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Abstract
PURPOSE OF REVIEW To describe the current understanding and clinical applicability of severity scoring systems in pneumonia management. RECENT FINDINGS Severity scores in community-acquired pneumonia are strong markers of mortality, but are not necessarily clinical decision-aid tools. The use of severity scores to support outpatient care in low-risk patients has moderate-to-strong evidence available in the literature, mainly for the pneumonia severity index, and must be applied together with clinical judgment. It is not clear that severity scores are helpful to guide empiric antibiotic treatment. The inclusion of biomarkers and performance status might improve the predictive performance of the well known severity scores in community-acquired pneumonia. We should improve our methods for score evaluation and move toward the development of decision-aid tools. SUMMARY The application of the available evidence favors the use of severity scoring systems to improve the delivery of care for pneumonia patients. The incorporation of new methodologies and the formulation of different questions other than mortality prediction might help the further development of severity scoring systems, and enhance their support to the clinical decision-making process for the pneumonia-management cascade.
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Salomon O, Preis M, Abu Shtaya A, Kotler A, Stein N, Saliba W. Factor XI deficiency is not associated with an increased risk of pneumonia and pneumonia-related mortality. Haemophilia 2018; 24:634-640. [PMID: 29608015 DOI: 10.1111/hae.13463] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/15/2018] [Indexed: 12/14/2022]
Abstract
INTRODUCTION Drugs targeting factor XI (FXI) shows promising results in reducing postoperative VTE. Recently, researchers have shown that FXI knockout mice had a worse outcome when infected with pathogens for pneumonia, raising concerns about the safety of these drugs. AIM To investigate the effect of FXI deficiency on the incidence of pneumonia and outcomes of pneumonia in humans. METHODS Using the computerized database of the largest healthcare provider in Israel, we identified adults who were tested for FXI activity between January of 2002 and December of 2014 (n = 10 193). Patients were followed up until December of 2016 for the occurrence of pneumonia and pneumonia requiring hospitalization as a proxy of severe pneumonia. RESULTS A total of 8958 (87.9%) had normal FXI activity, 804 (7.9%) had partial deficiency and 431 (4.2%) had severe deficiency; 722 individuals had pneumonia during 70 881 person-years of follow-up (incidence rate: 10.2 per 1000 person-years). Compared to those with normal FXI activity, the adjusted HR for pneumonia was 0.87 (95% CI, 0.67-1.14), and 0.95 (0.69-1.30) for those with partial and severe FXI deficiency, respectively. Overall, 256 individuals were hospitalized for pneumonia during 72 209 person-years of follow-up (incidence rate: 3.5 per 1000 person-years). The corresponding HR for severe pneumonia was 1.0 (0.70-1.48) and 0.86 (0.53-1.40) in those with partial and severe FXI deficiency, respectively. FXI deficiency was not significantly associated with 30-day and 90-day mortality among patients with pneumonia. CONCLUSION FXI deficiency was not associated with an increased risk of pneumonia, pneumonia severity or short-term mortality among patients with pneumonia.
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Affiliation(s)
- O Salomon
- Institute of Thrombosis and Hemostasis, Sheba Medical Center, Tel- Hashomer and Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - M Preis
- Institute of Hematology, Lady Davis Carmel Medical Center, Haifa, Israel
| | - A Abu Shtaya
- Department of Internal Medicine "B", Lady Davis Carmel Medical Center, Haifa, Israel
| | - A Kotler
- Institute of Hematology, Lady Davis Carmel Medical Center, Haifa, Israel
| | - N Stein
- Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel
| | - W Saliba
- Department of Community Medicine and Epidemiology, Lady Davis Carmel Medical Center, Haifa, Israel.,Ruth and Bruce Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
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